v1.0.alpha6
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
Train
NO COMPARISON TARGET
1460
ROWS
0
DUPLICATES
4.1 MB
RAM
80
FEATURES
54
CATEGORICAL
25
NUMERICAL
1
TEXT
SalePrice
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
663
(45%)
MAX
755k
95%
326k
Q3
214k
AVG
181k
MEDIAN
163k
Q1
130k
5%
88k
MIN
35k
RANGE
720k
IQR
84,025
STD
79,443
VAR
6.3B
KURT.
6.54
SKEW
1.88
SUM
264.1M
1
Id
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
1,460
(100%)
MAX
1,460
95%
1,387
Q3
1,095
MEDIAN
730
AVG
730
Q1
366
5%
74
MIN
1
RANGE
1,459
IQR
730
STD
422
VAR
178k
KURT.
-1.20
SKEW
0.00
SUM
1.1M
2
MSSubClass
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
15
(1%)
MAX
190
95%
160
Q3
70
AVG
57
MEDIAN
50
Q1
20
5%
20
MIN
20
RANGE
170
IQR
50.0
STD
42.3
VAR
1,789
KURT.
1.58
SKEW
1.41
SUM
83,070
3
MSZoning
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(0%)
4
LotFrontage
VALUES:
1,201
(82%)
MISSING:
259
(18%)
DISTINCT:
110
(8%)
MAX
313
95%
107
Q3
80
AVG
70
MEDIAN
69
Q1
59
5%
34
MIN
21
RANGE
292
IQR
21.0
STD
24.3
VAR
590
KURT.
17.5
SKEW
2.16
SUM
84,130
5
LotArea
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
1,073
(73%)
MAX
215k
95%
17k
Q3
12k
AVG
11k
MEDIAN
9k
Q1
8k
5%
3k
MIN
1k
RANGE
214k
IQR
4,048
STD
9,981
VAR
99.6M
KURT.
203
SKEW
12.2
SUM
15.4M
6
Street
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
2
(0%)
7
Alley
VALUES:
91
(6%)
MISSING:
1,369
(94%)
DISTINCT:
2
(0%)
8
LotShape
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(0%)
9
LandContour
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(0%)
10
Utilities
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
2
(0%)
11
LotConfig
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(0%)
12
LandSlope
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
3
(0%)
13
Neighborhood
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
25
(2%)
14
Condition1
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
9
(1%)
15
Condition2
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
8
(1%)
16
BldgType
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(0%)
17
HouseStyle
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
8
(1%)
18
OverallQual
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
10
(1%)
19
OverallCond
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
9
(1%)
20
YearBuilt
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
112
(8%)
MAX
2,010
95%
2,007
Q3
2,000
MEDIAN
1,973
AVG
1,971
Q1
1,954
5%
1,916
MIN
1,872
RANGE
138
IQR
46.0
STD
30.2
VAR
912
KURT.
-0.440
SKEW
-0.613
SUM
2.9M
21
YearRemodAdd
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
61
(4%)
MAX
2,010.0
95%
2,007.0
Q3
2,004.0
MEDIAN
1,994.0
AVG
1,984.9
Q1
1,967.0
5%
1,950.0
MIN
1,950.0
RANGE
60.0
IQR
37.0
STD
20.6
VAR
426
KURT.
-1.27
SKEW
-0.504
SUM
2.9M
22
RoofStyle
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(0%)
23
RoofMatl
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
8
(1%)
24
Exterior1st
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
15
(1%)
25
Exterior2nd
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
16
(1%)
26
MasVnrType
VALUES:
1,452
(99%)
MISSING:
8
(1%)
DISTINCT:
4
(0%)
27
MasVnrArea
VALUES:
1,452
(99%)
MISSING:
8
(1%)
DISTINCT:
327
(22%)
MAX
1,600
95%
456
Q3
166
AVG
104
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,600
IQR
166
STD
181
VAR
32,785
KURT.
10.1
SKEW
2.67
SUM
151k
28
ExterQual
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(0%)
29
ExterCond
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(0%)
30
Foundation
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(0%)
31
BsmtQual
VALUES:
1,423
(97%)
MISSING:
37
(3%)
DISTINCT:
4
(0%)
32
BsmtCond
VALUES:
1,423
(97%)
MISSING:
37
(3%)
DISTINCT:
4
(0%)
33
BsmtExposure
VALUES:
1,422
(97%)
MISSING:
38
(3%)
DISTINCT:
4
(0%)
34
BsmtFinType1
VALUES:
1,423
(97%)
MISSING:
37
(3%)
DISTINCT:
6
(0%)
35
BsmtFinSF1
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
637
(44%)
MAX
5,644
95%
1,274
Q3
712
AVG
444
MEDIAN
384
Q1
0
5%
0
MIN
0
RANGE
5,644
IQR
712
STD
456
VAR
208k
KURT.
11.1
SKEW
1.69
SUM
648k
36
BsmtFinType2
VALUES:
1,422
(97%)
MISSING:
38
(3%)
DISTINCT:
6
(0%)
37
BsmtFinSF2
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
144
(10%)
MAX
1,474
95%
396
Q3
0
AVG
47
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
1,474
IQR
0.00
STD
161
VAR
26,024
KURT.
20.1
SKEW
4.26
SUM
67,962
38
BsmtUnfSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
780
(53%)
MAX
2,336
95%
1,468
Q3
808
AVG
567
MEDIAN
478
Q1
223
5%
0
MIN
0
RANGE
2,336
IQR
585
STD
442
VAR
195k
KURT.
0.475
SKEW
0.920
SUM
828k
39
TotalBsmtSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
721
(49%)
MAX
6,110
95%
1,753
Q3
1,298
AVG
1,057
MEDIAN
992
Q1
796
5%
519
MIN
0
RANGE
6,110
IQR
502
STD
439
VAR
192k
KURT.
13.3
SKEW
1.52
SUM
1.5M
40
Heating
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(0%)
41
HeatingQC
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(0%)
42
CentralAir
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
2
(0%)
43
Electrical
VALUES:
1,459
(99%)
MISSING:
1
(0%)
DISTINCT:
5
(0%)
44
1stFlrSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
753
(52%)
MAX
4,692
95%
1,831
Q3
1,391
AVG
1,163
MEDIAN
1,087
Q1
882
5%
673
MIN
334
RANGE
4,358
IQR
509
STD
387
VAR
149k
KURT.
5.75
SKEW
1.38
SUM
1.7M
45
2ndFlrSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
417
(29%)
MAX
2,065
95%
1,141
Q3
728
AVG
347
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
2,065
IQR
728
STD
437
VAR
191k
KURT.
-0.553
SKEW
0.813
SUM
507k
46
LowQualFinSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
24
(2%)
MAX
572
95%
0
Q3
0
AVG
6
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
572
IQR
0.00
STD
48.6
VAR
2,364
KURT.
83.2
SKEW
9.01
SUM
8,533
47
GrLivArea
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
861
(59%)
MAX
5,642
95%
2,466
Q3
1,777
AVG
1,515
MEDIAN
1,464
Q1
1,130
5%
848
MIN
334
RANGE
5,308
IQR
647
STD
525
VAR
276k
KURT.
4.90
SKEW
1.37
SUM
2.2M
48
BsmtFullBath
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(0%)
49
BsmtHalfBath
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
3
(0%)
50
FullBath
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(0%)
51
HalfBath
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
3
(0%)
52
BedroomAbvGr
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
8
(1%)
53
KitchenAbvGr
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(0%)
54
KitchenQual
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(0%)
55
TotRmsAbvGrd
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
12
(1%)
MAX
14.0
95%
10.0
Q3
7.0
AVG
6.5
MEDIAN
6.0
Q1
5.0
5%
4.0
MIN
2.0
RANGE
12.0
IQR
2.00
STD
1.63
VAR
2.64
KURT.
0.881
SKEW
0.676
SUM
9,516
56
Functional
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
7
(0%)
57
Fireplaces
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
4
(0%)
58
FireplaceQu
VALUES:
770
(53%)
MISSING:
690
(47%)
DISTINCT:
5
(0%)
59
GarageType
VALUES:
1,379
(94%)
MISSING:
81
(6%)
DISTINCT:
6
(0%)
60
GarageYrBlt
VALUES:
1,379
(94%)
MISSING:
81
(6%)
DISTINCT:
97
(7%)
MAX
2,010
95%
2,007
Q3
2,002
MEDIAN
1,980
AVG
1,979
Q1
1,961
5%
1,930
MIN
1,900
RANGE
110
IQR
41.0
STD
24.7
VAR
610
KURT.
-0.418
SKEW
-0.649
SUM
2.7M
61
GarageFinish
VALUES:
1,379
(94%)
MISSING:
81
(6%)
DISTINCT:
3
(0%)
62
GarageCars
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(0%)
63
GarageArea
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
441
(30%)
MAX
1,418
95%
850
Q3
576
MEDIAN
480
AVG
473
Q1
334
5%
0
MIN
0
RANGE
1,418
IQR
242
STD
214
VAR
45,713
KURT.
0.917
SKEW
0.180
SUM
691k
64
GarageQual
VALUES:
1,379
(94%)
MISSING:
81
(6%)
DISTINCT:
5
(0%)
65
GarageCond
VALUES:
1,379
(94%)
MISSING:
81
(6%)
DISTINCT:
5
(0%)
66
PavedDrive
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
3
(0%)
67
WoodDeckSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
274
(19%)
MAX
857
95%
335
Q3
168
AVG
94
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
857
IQR
168
STD
125
VAR
15,710
KURT.
2.99
SKEW
1.54
SUM
138k
68
OpenPorchSF
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
202
(14%)
MAX
547
95%
175
Q3
68
AVG
47
MEDIAN
25
Q1
0
5%
0
MIN
0
RANGE
547
IQR
68.0
STD
66.3
VAR
4,390
KURT.
8.49
SKEW
2.36
SUM
68,124
69
EnclosedPorch
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
120
(8%)
MAX
552
95%
180
Q3
0
AVG
22
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
552
IQR
0.00
STD
61.1
VAR
3,736
KURT.
10.4
SKEW
3.09
SUM
32,053
70
3SsnPorch
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
20
(1%)
MAX
508
95%
0
Q3
0
AVG
3
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
508
IQR
0.00
STD
29.3
VAR
860
KURT.
124
SKEW
10.3
SUM
4,978
71
ScreenPorch
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
76
(5%)
MAX
480
95%
160
Q3
0
AVG
15
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
480
IQR
0.00
STD
55.8
VAR
3,109
KURT.
18.4
SKEW
4.12
SUM
21,989
72
PoolArea
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
8
(1%)
73
PoolQC
VALUES:
7
(0%)
MISSING:
1,453
(99%)
DISTINCT:
3
(0%)
3
43%
-
-
Gd
2
29%
-
-
Ex
2
29%
-
-
Fa
74
Fence
VALUES:
281
(19%)
MISSING:
1,179
(81%)
DISTINCT:
4
(0%)
75
MiscFeature
VALUES:
54
(4%)
MISSING:
1,406
(96%)
DISTINCT:
4
(0%)
76
MiscVal
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
21
(1%)
MAX
15,500
95%
0
Q3
0
AVG
43
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
15,500
IQR
0.00
STD
496
VAR
246k
KURT.
701
SKEW
24.5
SUM
63,494
77
MoSold
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
12
(1%)
MAX
12.0
95%
11.0
Q3
8.0
AVG
6.3
MEDIAN
6.0
Q1
5.0
5%
2.0
MIN
1.0
RANGE
11.0
IQR
3.00
STD
2.70
VAR
7.31
KURT.
-0.404
SKEW
0.212
SUM
9,230
78
YrSold
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
5
(0%)
79
SaleType
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
9
(1%)
80
SaleCondition
VALUES:
1,460
(100%)
MISSING:
---
DISTINCT:
6
(0%)
SalePrice
MISSING:
---
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
GrLivArea
0.71
GarageArea
0.62
TotalBsmtSF
0.61
1stFlrSF
0.61
TotRmsAbvGrd
0.53
YearBuilt
0.52
YearRemodAdd
0.51
GarageYrBlt
0.49
MasVnrArea
0.48
BsmtFinSF1
0.39
LotFrontage
0.35
WoodDeckSF
0.32
2ndFlrSF
0.32
OpenPorchSF
0.32

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OverallQual
0.83
Neighborhood
0.74
GarageCars
0.70
ExterQual
0.69
BsmtQual
0.68
KitchenQual
0.68
FullBath
0.58
GarageFinish
0.55
FireplaceQu
0.54
Foundation
0.51
GarageType
0.50
Fireplaces
0.48
BsmtFinType1
0.46
HeatingQC
0.44
MOST FREQUENT VALUES
140000
20
1.4%
135000
17
1.2%
145000
14
1.0%
155000
14
1.0%
190000
13
0.9%
110000
13
0.9%
160000
12
0.8%
115000
12
0.8%
139000
11
0.8%
130000
11
0.8%
125000
10
0.7%
143000
10
0.7%
185000
10
0.7%
180000
10
0.7%
144000
10
0.7%
SMALLEST VALUES
34900
1
0.1%
35311
1
0.1%
37900
1
0.1%
39300
1
0.1%
40000
1
0.1%
52000
1
0.1%
52500
1
0.1%
55000
2
0.1%
55993
1
0.1%
58500
1
0.1%
60000
3
0.2%
61000
1
0.1%
62383
1
0.1%
64500
1
0.1%
66500
1
0.1%
LARGEST VALUES
755000
1
0.1%
745000
1
0.1%
625000
1
0.1%
611657
1
0.1%
582933
1
0.1%
556581
1
0.1%
555000
1
0.1%
538000
1
0.1%
501837
1
0.1%
485000
1
0.1%
475000
1
0.1%
466500
1
0.1%
465000
1
0.1%
451950
1
0.1%
446261
1
0.1%